Truth Finding on the Deep Web: Is the Problem Solved?
Summary: Examines truthfulness of Deep Web data in stock and flight domains, finding pervasive inconsistency and varied accuracy across sources. Applies state-of-the-art data fusion to resolve conflicts, analyzes strengths/limits, and sketches directions for future research. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xian Li (State University of New York at Binghamton)
- 2. Xin Luna Dong (AT&T)
- 3. Kenneth Lyons (AT&T)
- 4. Weiyi Meng (State University of New York at Binghamton)
- 5. Divesh Srivastava (AT&T)
BibTeX Citation
@article{li_vldb13,
title = {{Truth Finding on the Deep Web: Is the Problem Solved?}},
author = {Li, Xian and Dong, Xin Luna and Lyons, Kenneth and Meng, Weiyi and Srivastava, Divesh},
journal = {PVLDB},
series = {{VLDB} '13},
volume = {6},
number = {2},
pages = {97--108},
doi = {10.14778/2535568.2535569},
url = {https://doi.org/10.14778/2535568.2535569},
year = {2013}
}Incoming Citations (Sorted by Pagerank)
Showing 38 of 38 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 504 | A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration | 2012 | VLDB | 0.00017300628 |
| 890 | Integrating Conflicting Data: The Role of Source Dependence | 2009 | VLDB | 0.00013382697 |
| 1,393 | Truth Discovery and Copying Detection in a Dynamic World | 2009 | VLDB | 0.00010934682 |
| 1,783 | Data Fusion – Resolving Data Conflicts for Integration | 2009 | VLDB | 9.772895e-05 |
| 2,096 | An Analysis of Structured Data on the Web | 2012 | VLDB | 9.1746663e-05 |
| 4,087 | Less is More: Selecting Sources Wisely for Integration | 2013 | VLDB | 6.9141684e-05 |
| 4,605 | Global Detection of Complex Copying Relationships Between Sources | 2010 | VLDB | 6.6103623e-05 |
| 7,237 | Sailing the Information Ocean with Awareness of Currents: Discovery and Application of Source Dependence | 2009 | CIDR | 5.6646649e-05 |
| 12,548 | Information Theory For Data Management | 2009 | VLDB | 5.093636e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 9,651 | Exploration of Deep Web Repositories | 2011 | VLDB |
| 2 | 2,307 | Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation | 2014 | SIGMOD |
| 3 | 3,542 | A Confidence-Aware Approach for Truth Discovery on Long-Tail Data | 2015 | VLDB |
| 4 | 3,052 | Online Data Fusion | 2011 | VLDB |
| 5 | 6,787 | Domain-Aware Multi-Truth Discovery from Conflicting Sources | 2018 | VLDB |
| 6 | 791 | An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web | 2004 | SIGMOD |
| 7 | 890 | Integrating Conflicting Data: The Role of Source Dependence | 2009 | VLDB |
| 8 | 1,273 | Fusing Data with Correlations | 2014 | SIGMOD |
| 9 | 5,981 | Truth Discovery and Crowdsourcing Aggregation: A Unified Perspective | 2015 | VLDB |
| 10 | 7,237 | Sailing the Information Ocean with Awareness of Currents: Discovery and Application of Source Dependence | 2009 | CIDR |